4 papers
Causal inference from treatment-control studies having an additional factor with unknown assignment mechanism
Nicole E. Pashley, Kristen B. Hunter, Katy McKeough +2
Consider a situation with two treatments, the first of which is randomized but the second is not, and the multifactor version of this. Interest is in treatment effects, defined usi…
Inferring medication adherence from time-varying health measures
Kristen B. Hunter, Mark E. Glickman, Luis F. Campos
Medication adherence is a problem of widespread concern in clinical care. Poor adherence is a particular problem for patients with chronic diseases requiring long-term medication b…
Conceptualizing experimental controls using the potential outcomes framework
Kristen B. Hunter, Kristen Koenig, Marie-Abèle Bind
The goal of a well-controlled study is to remove unwanted variation when estimating the causal effect of the intervention of interest. Experiments conducted in the basic sciences f…
Measuring Effects of Medication Adherence on Time-Varying Health Outcomes using Bayesian Dynamic Linear Models
Luis F. Campos, Mark E. Glickman, Kristen B. Hunter
One of the most significant barriers to medication treatment is patients' non-adherence to a prescribed medication regimen. The extent of the impact of poor adherence on resulting…